{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "price_ini = [49.00,48.12,47.37,50.25,51.75,53.12,53.00,51.87,51.38,53.00,49.88,48.50,49.88,50.37,52.13,51.88,52.87,54.87,54.62,55.87,57.25]\n",
    "time_ini = [i for i in range(21)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 插值填充数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#构造平滑数据 3次样条插值\n",
    "from scipy.interpolate import interp1d\n",
    "time = np.linspace(0,20,41)\n",
    "fc = interp1d(time_ini, price_ini, kind='cubic')\n",
    "price2 = fc(time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#构造高波动数据，插入随机数\n",
    "import random\n",
    "random_price = [random.uniform(45,60) for i in range(20)]\n",
    "random_price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读入Excel表格，可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>股票价格</th>\n",
       "      <th>Delta</th>\n",
       "      <th>购买股票数量</th>\n",
       "      <th>购买股票费用（千美元）</th>\n",
       "      <th>累计现金流（千美元）</th>\n",
       "      <th>利息费用（千美元）</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周数</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>49.00</td>\n",
       "      <td>0.522</td>\n",
       "      <td>52200.0</td>\n",
       "      <td>2557.800</td>\n",
       "      <td>2557.800000</td>\n",
       "      <td>1.229712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>48.94</td>\n",
       "      <td>0.516</td>\n",
       "      <td>-600.0</td>\n",
       "      <td>-29.364</td>\n",
       "      <td>2529.665712</td>\n",
       "      <td>1.216185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>48.12</td>\n",
       "      <td>0.458</td>\n",
       "      <td>-5800.0</td>\n",
       "      <td>-279.096</td>\n",
       "      <td>2251.785897</td>\n",
       "      <td>1.082589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.5</th>\n",
       "      <td>47.34</td>\n",
       "      <td>0.401</td>\n",
       "      <td>-5700.0</td>\n",
       "      <td>-269.838</td>\n",
       "      <td>1983.030486</td>\n",
       "      <td>0.953380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>47.37</td>\n",
       "      <td>0.400</td>\n",
       "      <td>-100.0</td>\n",
       "      <td>-4.737</td>\n",
       "      <td>1979.246866</td>\n",
       "      <td>0.951561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>48.66</td>\n",
       "      <td>0.488</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>428.208</td>\n",
       "      <td>2408.406427</td>\n",
       "      <td>1.157888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>50.25</td>\n",
       "      <td>0.596</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>542.700</td>\n",
       "      <td>2952.264315</td>\n",
       "      <td>1.419358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.5</th>\n",
       "      <td>51.16</td>\n",
       "      <td>0.656</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>306.960</td>\n",
       "      <td>3260.643673</td>\n",
       "      <td>1.567617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>51.75</td>\n",
       "      <td>0.693</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>191.475</td>\n",
       "      <td>3453.686290</td>\n",
       "      <td>1.660426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.5</th>\n",
       "      <td>52.50</td>\n",
       "      <td>0.738</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>236.250</td>\n",
       "      <td>3691.596716</td>\n",
       "      <td>1.774806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>53.12</td>\n",
       "      <td>0.774</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>191.232</td>\n",
       "      <td>3884.603522</td>\n",
       "      <td>1.867598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.5</th>\n",
       "      <td>53.26</td>\n",
       "      <td>0.783</td>\n",
       "      <td>900.0</td>\n",
       "      <td>47.934</td>\n",
       "      <td>3934.405120</td>\n",
       "      <td>1.891541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>53.00</td>\n",
       "      <td>0.771</td>\n",
       "      <td>-1200.0</td>\n",
       "      <td>-63.600</td>\n",
       "      <td>3872.696661</td>\n",
       "      <td>1.861873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.5</th>\n",
       "      <td>52.50</td>\n",
       "      <td>0.744</td>\n",
       "      <td>-2700.0</td>\n",
       "      <td>-141.750</td>\n",
       "      <td>3732.808534</td>\n",
       "      <td>1.794619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>51.87</td>\n",
       "      <td>0.706</td>\n",
       "      <td>-3800.0</td>\n",
       "      <td>-197.106</td>\n",
       "      <td>3537.497154</td>\n",
       "      <td>1.700720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.5</th>\n",
       "      <td>51.29</td>\n",
       "      <td>0.667</td>\n",
       "      <td>-3900.0</td>\n",
       "      <td>-200.031</td>\n",
       "      <td>3339.166874</td>\n",
       "      <td>1.605369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>51.38</td>\n",
       "      <td>0.674</td>\n",
       "      <td>700.0</td>\n",
       "      <td>35.966</td>\n",
       "      <td>3376.738242</td>\n",
       "      <td>1.623432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.5</th>\n",
       "      <td>52.43</td>\n",
       "      <td>0.748</td>\n",
       "      <td>7400.0</td>\n",
       "      <td>387.982</td>\n",
       "      <td>3766.343674</td>\n",
       "      <td>1.810742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>53.00</td>\n",
       "      <td>0.787</td>\n",
       "      <td>3900.0</td>\n",
       "      <td>206.700</td>\n",
       "      <td>3974.854416</td>\n",
       "      <td>1.910988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.5</th>\n",
       "      <td>51.79</td>\n",
       "      <td>0.708</td>\n",
       "      <td>-7900.0</td>\n",
       "      <td>-409.141</td>\n",
       "      <td>3567.624404</td>\n",
       "      <td>1.715204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>49.88</td>\n",
       "      <td>0.550</td>\n",
       "      <td>-15800.0</td>\n",
       "      <td>-788.104</td>\n",
       "      <td>2781.235608</td>\n",
       "      <td>1.337133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.5</th>\n",
       "      <td>48.70</td>\n",
       "      <td>0.437</td>\n",
       "      <td>-11300.0</td>\n",
       "      <td>-550.310</td>\n",
       "      <td>2232.262741</td>\n",
       "      <td>1.073203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.0</th>\n",
       "      <td>48.50</td>\n",
       "      <td>0.413</td>\n",
       "      <td>-2400.0</td>\n",
       "      <td>-116.400</td>\n",
       "      <td>2116.935944</td>\n",
       "      <td>1.017758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.5</th>\n",
       "      <td>49.15</td>\n",
       "      <td>0.472</td>\n",
       "      <td>5900.0</td>\n",
       "      <td>289.985</td>\n",
       "      <td>2407.938702</td>\n",
       "      <td>1.157663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.0</th>\n",
       "      <td>49.88</td>\n",
       "      <td>0.542</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>349.160</td>\n",
       "      <td>2758.256364</td>\n",
       "      <td>1.326085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>50.09</td>\n",
       "      <td>0.562</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>100.180</td>\n",
       "      <td>2859.762449</td>\n",
       "      <td>1.374886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.0</th>\n",
       "      <td>50.37</td>\n",
       "      <td>0.591</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>146.073</td>\n",
       "      <td>3007.210335</td>\n",
       "      <td>1.445774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.5</th>\n",
       "      <td>51.30</td>\n",
       "      <td>0.687</td>\n",
       "      <td>9600.0</td>\n",
       "      <td>492.480</td>\n",
       "      <td>3501.136109</td>\n",
       "      <td>1.683239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.0</th>\n",
       "      <td>52.13</td>\n",
       "      <td>0.768</td>\n",
       "      <td>8100.0</td>\n",
       "      <td>422.253</td>\n",
       "      <td>3925.072348</td>\n",
       "      <td>1.887054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.5</th>\n",
       "      <td>52.14</td>\n",
       "      <td>0.776</td>\n",
       "      <td>800.0</td>\n",
       "      <td>41.712</td>\n",
       "      <td>3968.671402</td>\n",
       "      <td>1.908015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>51.88</td>\n",
       "      <td>0.759</td>\n",
       "      <td>-1700.0</td>\n",
       "      <td>-88.196</td>\n",
       "      <td>3882.383417</td>\n",
       "      <td>1.866530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.5</th>\n",
       "      <td>52.09</td>\n",
       "      <td>0.788</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>151.061</td>\n",
       "      <td>4035.310947</td>\n",
       "      <td>1.940053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.0</th>\n",
       "      <td>52.87</td>\n",
       "      <td>0.865</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>407.099</td>\n",
       "      <td>4444.350001</td>\n",
       "      <td>2.136707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.5</th>\n",
       "      <td>54.04</td>\n",
       "      <td>0.944</td>\n",
       "      <td>7900.0</td>\n",
       "      <td>426.916</td>\n",
       "      <td>4873.402707</td>\n",
       "      <td>2.342982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.0</th>\n",
       "      <td>54.87</td>\n",
       "      <td>0.978</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>186.558</td>\n",
       "      <td>5062.303689</td>\n",
       "      <td>2.433800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.5</th>\n",
       "      <td>54.83</td>\n",
       "      <td>0.985</td>\n",
       "      <td>700.0</td>\n",
       "      <td>38.381</td>\n",
       "      <td>5103.118489</td>\n",
       "      <td>2.453422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.0</th>\n",
       "      <td>54.62</td>\n",
       "      <td>0.990</td>\n",
       "      <td>500.0</td>\n",
       "      <td>27.310</td>\n",
       "      <td>5132.881912</td>\n",
       "      <td>2.467732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.5</th>\n",
       "      <td>55.02</td>\n",
       "      <td>0.998</td>\n",
       "      <td>800.0</td>\n",
       "      <td>44.016</td>\n",
       "      <td>5179.365643</td>\n",
       "      <td>2.490080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.0</th>\n",
       "      <td>55.87</td>\n",
       "      <td>1.000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>11.174</td>\n",
       "      <td>5193.029723</td>\n",
       "      <td>2.496649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.5</th>\n",
       "      <td>56.75</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5195.526372</td>\n",
       "      <td>2.497849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>57.25</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5198.024221</td>\n",
       "      <td>2.499050</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       股票价格  Delta   购买股票数量  购买股票费用（千美元）   累计现金流（千美元）  利息费用（千美元）\n",
       "周数                                                              \n",
       "0.0   49.00  0.522  52200.0     2557.800  2557.800000   1.229712\n",
       "0.5   48.94  0.516   -600.0      -29.364  2529.665712   1.216185\n",
       "1.0   48.12  0.458  -5800.0     -279.096  2251.785897   1.082589\n",
       "1.5   47.34  0.401  -5700.0     -269.838  1983.030486   0.953380\n",
       "2.0   47.37  0.400   -100.0       -4.737  1979.246866   0.951561\n",
       "2.5   48.66  0.488   8800.0      428.208  2408.406427   1.157888\n",
       "3.0   50.25  0.596  10800.0      542.700  2952.264315   1.419358\n",
       "3.5   51.16  0.656   6000.0      306.960  3260.643673   1.567617\n",
       "4.0   51.75  0.693   3700.0      191.475  3453.686290   1.660426\n",
       "4.5   52.50  0.738   4500.0      236.250  3691.596716   1.774806\n",
       "5.0   53.12  0.774   3600.0      191.232  3884.603522   1.867598\n",
       "5.5   53.26  0.783    900.0       47.934  3934.405120   1.891541\n",
       "6.0   53.00  0.771  -1200.0      -63.600  3872.696661   1.861873\n",
       "6.5   52.50  0.744  -2700.0     -141.750  3732.808534   1.794619\n",
       "7.0   51.87  0.706  -3800.0     -197.106  3537.497154   1.700720\n",
       "7.5   51.29  0.667  -3900.0     -200.031  3339.166874   1.605369\n",
       "8.0   51.38  0.674    700.0       35.966  3376.738242   1.623432\n",
       "8.5   52.43  0.748   7400.0      387.982  3766.343674   1.810742\n",
       "9.0   53.00  0.787   3900.0      206.700  3974.854416   1.910988\n",
       "9.5   51.79  0.708  -7900.0     -409.141  3567.624404   1.715204\n",
       "10.0  49.88  0.550 -15800.0     -788.104  2781.235608   1.337133\n",
       "10.5  48.70  0.437 -11300.0     -550.310  2232.262741   1.073203\n",
       "11.0  48.50  0.413  -2400.0     -116.400  2116.935944   1.017758\n",
       "11.5  49.15  0.472   5900.0      289.985  2407.938702   1.157663\n",
       "12.0  49.88  0.542   7000.0      349.160  2758.256364   1.326085\n",
       "12.5  50.09  0.562   2000.0      100.180  2859.762449   1.374886\n",
       "13.0  50.37  0.591   2900.0      146.073  3007.210335   1.445774\n",
       "13.5  51.30  0.687   9600.0      492.480  3501.136109   1.683239\n",
       "14.0  52.13  0.768   8100.0      422.253  3925.072348   1.887054\n",
       "14.5  52.14  0.776    800.0       41.712  3968.671402   1.908015\n",
       "15.0  51.88  0.759  -1700.0      -88.196  3882.383417   1.866530\n",
       "15.5  52.09  0.788   2900.0      151.061  4035.310947   1.940053\n",
       "16.0  52.87  0.865   7700.0      407.099  4444.350001   2.136707\n",
       "16.5  54.04  0.944   7900.0      426.916  4873.402707   2.342982\n",
       "17.0  54.87  0.978   3400.0      186.558  5062.303689   2.433800\n",
       "17.5  54.83  0.985    700.0       38.381  5103.118489   2.453422\n",
       "18.0  54.62  0.990    500.0       27.310  5132.881912   2.467732\n",
       "18.5  55.02  0.998    800.0       44.016  5179.365643   2.490080\n",
       "19.0  55.87  1.000    200.0       11.174  5193.029723   2.496649\n",
       "19.5  56.75  1.000      0.0        0.000  5195.526372   2.497849\n",
       "20.0  57.25  1.000      0.0        0.000  5198.024221   2.499050"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = pd.read_excel('delta_hedge.xlsx',sheetname = 0,skiprows=[0],index_col='周数')\n",
    "price1 = data1['股票价格']\n",
    "delta1 = data1['Delta']\n",
    "cum_cashflow1 = data1['累计现金流（千美元）']\n",
    "time = data1.index\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ph5uZMzMHrAidDAZ/P8RvquaC/lw/4N9mtmkP7nMw+WwgV4gO+IHbvvg+1KX4AevIrxb4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d9yXdPruK7pdS5HljdbD2/liclPeMdPnPMEnWJy/gK0d+PevDn7TcBZNp6UkhTSS8VN4fTR/I+8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\nCAEAAABgYR9gqeQL0hy2+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23e51cc5be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (18,8))\n",
    "\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "ax1.bar(time, cum_cashflow1, label = '累计现金流')\n",
    "ax1.set_xlabel('周数',fontsize = 20)\n",
    "ax1.set_ylabel('累计现金流/千美元',fontsize = 20)\n",
    "ax1.legend(loc = 'upper left',fontsize = 20)\n",
    "ax1.set_title('delta/累计现金流',fontsize = 20)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "\n",
    "ax12 = ax1.twinx()\n",
    "ax12.plot(time, delta1, color = 'red', label = 'delta',linewidth = '3')\n",
    "ax12.set_ylabel('delta',fontsize = 20)\n",
    "ax12.legend(loc = 'upper right',fontsize = 20)\n",
    "ax12.set_ylim(0,1.1)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "ax2.plot(time, price1, color = 'green', label = '股价',linewidth = '3')\n",
    "ax2.set_ylabel('股价',fontsize = 20)\n",
    "ax2.legend(loc = 'upper right',fontsize = 20)\n",
    "ax2.set_ylim(45,60)\n",
    "ax2.set_title('股价变化',fontsize = 20)\n",
    "\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>股票价格</th>\n",
       "      <th>Delta</th>\n",
       "      <th>购买股票数量</th>\n",
       "      <th>购买股票费用（千美元）</th>\n",
       "      <th>累计现金流（千美元）</th>\n",
       "      <th>利息费用（千美元）</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周数</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>49.00</td>\n",
       "      <td>0.522</td>\n",
       "      <td>52200.0</td>\n",
       "      <td>2557.800</td>\n",
       "      <td>2557.800000</td>\n",
       "      <td>1.229712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>51.63</td>\n",
       "      <td>0.683</td>\n",
       "      <td>16100.0</td>\n",
       "      <td>831.243</td>\n",
       "      <td>3390.272712</td>\n",
       "      <td>1.629939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>48.12</td>\n",
       "      <td>0.458</td>\n",
       "      <td>-22500.0</td>\n",
       "      <td>-1082.700</td>\n",
       "      <td>2309.202650</td>\n",
       "      <td>1.110194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.5</th>\n",
       "      <td>50.46</td>\n",
       "      <td>0.612</td>\n",
       "      <td>15400.0</td>\n",
       "      <td>777.084</td>\n",
       "      <td>3087.396844</td>\n",
       "      <td>1.484325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>47.37</td>\n",
       "      <td>0.400</td>\n",
       "      <td>-21200.0</td>\n",
       "      <td>-1004.244</td>\n",
       "      <td>2084.637169</td>\n",
       "      <td>1.002229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>50.50</td>\n",
       "      <td>0.613</td>\n",
       "      <td>21300.0</td>\n",
       "      <td>1075.650</td>\n",
       "      <td>3161.289399</td>\n",
       "      <td>1.519851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>50.25</td>\n",
       "      <td>0.596</td>\n",
       "      <td>-1700.0</td>\n",
       "      <td>-85.425</td>\n",
       "      <td>3077.384249</td>\n",
       "      <td>1.479512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.5</th>\n",
       "      <td>54.02</td>\n",
       "      <td>0.812</td>\n",
       "      <td>21600.0</td>\n",
       "      <td>1166.832</td>\n",
       "      <td>4245.695761</td>\n",
       "      <td>2.041200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>51.75</td>\n",
       "      <td>0.693</td>\n",
       "      <td>-11900.0</td>\n",
       "      <td>-615.825</td>\n",
       "      <td>3631.911961</td>\n",
       "      <td>1.746112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.5</th>\n",
       "      <td>50.61</td>\n",
       "      <td>0.619</td>\n",
       "      <td>-7400.0</td>\n",
       "      <td>-374.514</td>\n",
       "      <td>3259.144072</td>\n",
       "      <td>1.566896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>53.12</td>\n",
       "      <td>0.774</td>\n",
       "      <td>15500.0</td>\n",
       "      <td>823.360</td>\n",
       "      <td>4084.070969</td>\n",
       "      <td>1.963496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.5</th>\n",
       "      <td>49.03</td>\n",
       "      <td>0.500</td>\n",
       "      <td>-27400.0</td>\n",
       "      <td>-1343.422</td>\n",
       "      <td>2742.612464</td>\n",
       "      <td>1.318564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>53.00</td>\n",
       "      <td>0.771</td>\n",
       "      <td>27100.0</td>\n",
       "      <td>1436.300</td>\n",
       "      <td>4180.231028</td>\n",
       "      <td>2.009726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.5</th>\n",
       "      <td>48.76</td>\n",
       "      <td>0.473</td>\n",
       "      <td>-29800.0</td>\n",
       "      <td>-1453.048</td>\n",
       "      <td>2729.192754</td>\n",
       "      <td>1.312112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>51.87</td>\n",
       "      <td>0.706</td>\n",
       "      <td>23300.0</td>\n",
       "      <td>1208.571</td>\n",
       "      <td>3939.075866</td>\n",
       "      <td>1.893786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.5</th>\n",
       "      <td>50.56</td>\n",
       "      <td>0.612</td>\n",
       "      <td>-9400.0</td>\n",
       "      <td>-475.264</td>\n",
       "      <td>3465.705653</td>\n",
       "      <td>1.666205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>51.38</td>\n",
       "      <td>0.674</td>\n",
       "      <td>6200.0</td>\n",
       "      <td>318.556</td>\n",
       "      <td>3785.927857</td>\n",
       "      <td>1.820158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.5</th>\n",
       "      <td>46.80</td>\n",
       "      <td>0.295</td>\n",
       "      <td>-37900.0</td>\n",
       "      <td>-1773.720</td>\n",
       "      <td>2014.028015</td>\n",
       "      <td>0.968283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>53.00</td>\n",
       "      <td>0.787</td>\n",
       "      <td>49200.0</td>\n",
       "      <td>2607.600</td>\n",
       "      <td>4622.596298</td>\n",
       "      <td>2.222402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.5</th>\n",
       "      <td>58.52</td>\n",
       "      <td>0.971</td>\n",
       "      <td>18400.0</td>\n",
       "      <td>1076.768</td>\n",
       "      <td>5701.586700</td>\n",
       "      <td>2.741147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>49.88</td>\n",
       "      <td>0.550</td>\n",
       "      <td>-42100.0</td>\n",
       "      <td>-2099.948</td>\n",
       "      <td>3604.379847</td>\n",
       "      <td>1.732875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.5</th>\n",
       "      <td>46.34</td>\n",
       "      <td>0.230</td>\n",
       "      <td>-32000.0</td>\n",
       "      <td>-1482.880</td>\n",
       "      <td>2123.232722</td>\n",
       "      <td>1.020785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.0</th>\n",
       "      <td>48.50</td>\n",
       "      <td>0.413</td>\n",
       "      <td>18300.0</td>\n",
       "      <td>887.550</td>\n",
       "      <td>3011.803507</td>\n",
       "      <td>1.447982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.5</th>\n",
       "      <td>57.61</td>\n",
       "      <td>0.971</td>\n",
       "      <td>55800.0</td>\n",
       "      <td>3214.638</td>\n",
       "      <td>6227.889490</td>\n",
       "      <td>2.994178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.0</th>\n",
       "      <td>49.88</td>\n",
       "      <td>0.542</td>\n",
       "      <td>-42900.0</td>\n",
       "      <td>-2139.852</td>\n",
       "      <td>4091.031667</td>\n",
       "      <td>1.966842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5</th>\n",
       "      <td>55.03</td>\n",
       "      <td>0.918</td>\n",
       "      <td>37600.0</td>\n",
       "      <td>2069.128</td>\n",
       "      <td>6162.126509</td>\n",
       "      <td>2.962561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.0</th>\n",
       "      <td>50.37</td>\n",
       "      <td>0.591</td>\n",
       "      <td>-32700.0</td>\n",
       "      <td>-1647.099</td>\n",
       "      <td>4517.990070</td>\n",
       "      <td>2.172111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.5</th>\n",
       "      <td>54.10</td>\n",
       "      <td>0.892</td>\n",
       "      <td>30100.0</td>\n",
       "      <td>1628.410</td>\n",
       "      <td>6148.572181</td>\n",
       "      <td>2.956044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.0</th>\n",
       "      <td>52.13</td>\n",
       "      <td>0.768</td>\n",
       "      <td>-12400.0</td>\n",
       "      <td>-646.412</td>\n",
       "      <td>5505.116225</td>\n",
       "      <td>2.646690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.5</th>\n",
       "      <td>55.43</td>\n",
       "      <td>0.955</td>\n",
       "      <td>18700.0</td>\n",
       "      <td>1036.541</td>\n",
       "      <td>6544.303916</td>\n",
       "      <td>3.146300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0</th>\n",
       "      <td>51.88</td>\n",
       "      <td>0.759</td>\n",
       "      <td>-19600.0</td>\n",
       "      <td>-1016.848</td>\n",
       "      <td>5530.602216</td>\n",
       "      <td>2.658943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.5</th>\n",
       "      <td>53.16</td>\n",
       "      <td>0.873</td>\n",
       "      <td>11400.0</td>\n",
       "      <td>606.024</td>\n",
       "      <td>6139.285159</td>\n",
       "      <td>2.951579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.0</th>\n",
       "      <td>52.87</td>\n",
       "      <td>0.865</td>\n",
       "      <td>-800.0</td>\n",
       "      <td>-42.296</td>\n",
       "      <td>6099.940738</td>\n",
       "      <td>2.932664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.5</th>\n",
       "      <td>49.40</td>\n",
       "      <td>0.443</td>\n",
       "      <td>-42200.0</td>\n",
       "      <td>-2084.680</td>\n",
       "      <td>4018.193402</td>\n",
       "      <td>1.931824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.0</th>\n",
       "      <td>54.87</td>\n",
       "      <td>0.978</td>\n",
       "      <td>53500.0</td>\n",
       "      <td>2935.545</td>\n",
       "      <td>6955.670226</td>\n",
       "      <td>3.344072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.5</th>\n",
       "      <td>46.58</td>\n",
       "      <td>0.062</td>\n",
       "      <td>-91600.0</td>\n",
       "      <td>-4266.728</td>\n",
       "      <td>2692.286298</td>\n",
       "      <td>1.294368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.0</th>\n",
       "      <td>54.62</td>\n",
       "      <td>0.990</td>\n",
       "      <td>92800.0</td>\n",
       "      <td>5068.736</td>\n",
       "      <td>7762.316667</td>\n",
       "      <td>3.731883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.5</th>\n",
       "      <td>50.15</td>\n",
       "      <td>0.559</td>\n",
       "      <td>-43100.0</td>\n",
       "      <td>-2161.465</td>\n",
       "      <td>5604.583550</td>\n",
       "      <td>2.694511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.0</th>\n",
       "      <td>55.87</td>\n",
       "      <td>1.000</td>\n",
       "      <td>44100.0</td>\n",
       "      <td>2463.867</td>\n",
       "      <td>8071.145061</td>\n",
       "      <td>3.880358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.5</th>\n",
       "      <td>49.38</td>\n",
       "      <td>0.273</td>\n",
       "      <td>-72700.0</td>\n",
       "      <td>-3589.926</td>\n",
       "      <td>4485.099419</td>\n",
       "      <td>2.156298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0</th>\n",
       "      <td>57.25</td>\n",
       "      <td>1.000</td>\n",
       "      <td>72700.0</td>\n",
       "      <td>4162.075</td>\n",
       "      <td>8649.330717</td>\n",
       "      <td>4.158332</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       股票价格  Delta   购买股票数量  购买股票费用（千美元）   累计现金流（千美元）  利息费用（千美元）\n",
       "周数                                                              \n",
       "0.0   49.00  0.522  52200.0     2557.800  2557.800000   1.229712\n",
       "0.5   51.63  0.683  16100.0      831.243  3390.272712   1.629939\n",
       "1.0   48.12  0.458 -22500.0    -1082.700  2309.202650   1.110194\n",
       "1.5   50.46  0.612  15400.0      777.084  3087.396844   1.484325\n",
       "2.0   47.37  0.400 -21200.0    -1004.244  2084.637169   1.002229\n",
       "2.5   50.50  0.613  21300.0     1075.650  3161.289399   1.519851\n",
       "3.0   50.25  0.596  -1700.0      -85.425  3077.384249   1.479512\n",
       "3.5   54.02  0.812  21600.0     1166.832  4245.695761   2.041200\n",
       "4.0   51.75  0.693 -11900.0     -615.825  3631.911961   1.746112\n",
       "4.5   50.61  0.619  -7400.0     -374.514  3259.144072   1.566896\n",
       "5.0   53.12  0.774  15500.0      823.360  4084.070969   1.963496\n",
       "5.5   49.03  0.500 -27400.0    -1343.422  2742.612464   1.318564\n",
       "6.0   53.00  0.771  27100.0     1436.300  4180.231028   2.009726\n",
       "6.5   48.76  0.473 -29800.0    -1453.048  2729.192754   1.312112\n",
       "7.0   51.87  0.706  23300.0     1208.571  3939.075866   1.893786\n",
       "7.5   50.56  0.612  -9400.0     -475.264  3465.705653   1.666205\n",
       "8.0   51.38  0.674   6200.0      318.556  3785.927857   1.820158\n",
       "8.5   46.80  0.295 -37900.0    -1773.720  2014.028015   0.968283\n",
       "9.0   53.00  0.787  49200.0     2607.600  4622.596298   2.222402\n",
       "9.5   58.52  0.971  18400.0     1076.768  5701.586700   2.741147\n",
       "10.0  49.88  0.550 -42100.0    -2099.948  3604.379847   1.732875\n",
       "10.5  46.34  0.230 -32000.0    -1482.880  2123.232722   1.020785\n",
       "11.0  48.50  0.413  18300.0      887.550  3011.803507   1.447982\n",
       "11.5  57.61  0.971  55800.0     3214.638  6227.889490   2.994178\n",
       "12.0  49.88  0.542 -42900.0    -2139.852  4091.031667   1.966842\n",
       "12.5  55.03  0.918  37600.0     2069.128  6162.126509   2.962561\n",
       "13.0  50.37  0.591 -32700.0    -1647.099  4517.990070   2.172111\n",
       "13.5  54.10  0.892  30100.0     1628.410  6148.572181   2.956044\n",
       "14.0  52.13  0.768 -12400.0     -646.412  5505.116225   2.646690\n",
       "14.5  55.43  0.955  18700.0     1036.541  6544.303916   3.146300\n",
       "15.0  51.88  0.759 -19600.0    -1016.848  5530.602216   2.658943\n",
       "15.5  53.16  0.873  11400.0      606.024  6139.285159   2.951579\n",
       "16.0  52.87  0.865   -800.0      -42.296  6099.940738   2.932664\n",
       "16.5  49.40  0.443 -42200.0    -2084.680  4018.193402   1.931824\n",
       "17.0  54.87  0.978  53500.0     2935.545  6955.670226   3.344072\n",
       "17.5  46.58  0.062 -91600.0    -4266.728  2692.286298   1.294368\n",
       "18.0  54.62  0.990  92800.0     5068.736  7762.316667   3.731883\n",
       "18.5  50.15  0.559 -43100.0    -2161.465  5604.583550   2.694511\n",
       "19.0  55.87  1.000  44100.0     2463.867  8071.145061   3.880358\n",
       "19.5  49.38  0.273 -72700.0    -3589.926  4485.099419   2.156298\n",
       "20.0  57.25  1.000  72700.0     4162.075  8649.330717   4.158332"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2 = pd.read_excel('delta_hedge.xlsx',sheetname = 1,skiprows=[0],index_col='周数')\n",
    "price2 = data2['股票价格']\n",
    "delta2 = data2['Delta']\n",
    "cum_cashflow2 = data2['累计现金流（千美元）']\n",
    "data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7B/iLuy9Zh/tsQjUbyNWgB+HBbX/CHOp0wgPrxI9dCLWn5wMnru2y4GjX5f8R6iw+BFyy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\nilRGnF92aTRrjWwOWYSNGIuD0MHPQSgR4+xjCvwX7bqoe5x6xHhUBMK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5P1ijOAj3GyvG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23e51cc5438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (18,8))\n",
    "\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "ax1.bar(time, cum_cashflow2, label = '累计现金流')\n",
    "ax1.set_xlabel('周数',fontsize = 20)\n",
    "ax1.set_ylabel('累计现金流/千美元',fontsize = 20)\n",
    "ax1.legend(loc = 'upper left',fontsize = 20)\n",
    "ax1.set_title('delta/累计现金流',fontsize = 20)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "\n",
    "ax12 = ax1.twinx()\n",
    "ax12.plot(time, delta2, color = 'red', label = 'delta',linewidth = '3')\n",
    "ax12.set_ylabel('delta',fontsize = 20)\n",
    "ax12.legend(loc = 'upper right',fontsize = 20)\n",
    "ax12.set_ylim(0,1.2)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "ax2.plot(time, price2, color = 'green', label = '股价',linewidth = '3')\n",
    "ax2.set_ylabel('股价',fontsize = 20)\n",
    "ax2.legend(loc = 'upper right',fontsize = 20)\n",
    "ax2.set_ylim(45,60)\n",
    "ax2.set_title('股价变化',fontsize = 20)\n",
    "\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tpU+fPuzevZtRo0YxYcIErLV07tyZTZs28c477xASEsLnn3+ebXfld999l6ys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JkiSp0AwQFsG0aVl7hDvmwYSVK/n7+/++b/bVXx8kQDjGFGOorkFYr6OS2vTiiICb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\n/wEPVkaFfxtyuQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23e52979f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (18,8))\n",
    "\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "ax1.plot(time_ini, price_ini, label = '原始股价',color = 'red',linewidth = '3')\n",
    "ax1.plot(time, price1, label = '低波动',color = 'blue',linewidth = '3')\n",
    "ax1.plot(time, price2, label = '高波动',color = 'green',linewidth = '3')\n",
    "ax1.set_xlabel('周数',fontsize = 20)\n",
    "ax1.set_ylabel('股价',fontsize = 20)\n",
    "ax1.legend(loc = 'upper left',fontsize = 20)\n",
    "ax1.set_title('股价对比',fontsize = 20)\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "ax2.bar(time, cum_cashflow1, color = 'blue', label = '低波动')\n",
    "ax2.bar(time, cum_cashflow2, color = 'red', label = '高波动',alpha = 0.4)\n",
    "ax2.set_ylabel('累计现金流/千美元',fontsize = 20)\n",
    "ax2.legend(loc = 'upper right',fontsize = 20)\n",
    "ax2.set_title('累计现金流对比',fontsize = 20)\n",
    "\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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